{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "73bd968b-d970-4a05-94ef-4e7abf990827",
   "metadata": {},
   "source": [
    "Chapter 24\n",
    "\n",
    "# 回归，有截距\n",
    "Book_3《数学要素》 | 鸢尾花书：从加减乘除到机器学习 (第二版)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27d35d9d-48e7-4d6a-a27b-680cb4b163f3",
   "metadata": {},
   "source": [
    "这段代码主要用于演示线性回归的过程，利用最小二乘法来拟合一条直线，以最小化实际观测值与模型预测值之间的平方误差。在这里，使用的是两个变量：鸡的数量（$x$）和兔的数量（$y$）。 \n",
    "\n",
    "首先，定义了一个包含鸡和兔数量的数据集，并将其存储在NumPy数组中。接下来，构建一个线性模型 $y = ax + b$，其中$a$代表斜率，$b$代表截距。目标是找到最佳的$a$和$b$，使得平方误差最小。平方误差（SSE）被定义为：\n",
    "\n",
    "$$\n",
    "\\text{SSE} = \\sum_{i=1}^{n} (y_i - (ax_i + b))^2\n",
    "$$\n",
    "\n",
    "在代码中，首先构造一个关于$a$和$b$的平方误差函数，并利用SymPy库的符号运算来求解偏导数，得到最小化条件。通过求解一阶导数等于零的方程，得出最优解$(a^*, b^*)$。然后，计算最小的平方误差值，并将其与参数的值输出。\n",
    "\n",
    "为了可视化，代码生成了两幅图。一幅展示了鸡和兔数量的散点图，另一幅则展示了平方误差的等高线图，并在图中标记出最优解的位置。最后，绘制了经过最佳拟合线的直线，并填充了表示预测区间的区域。\n",
    "\n",
    "整个过程通过图形化的方式展示了如何通过数据拟合得到一个线性模型，并直观地表现了每个点到拟合线的距离，强调了线性回归在数据分析中的重要性。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e46814b9-f012-45ec-8d1a-ea1024943175",
   "metadata": {},
   "source": [
    "## 导入必要的库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "59a36495-e299-40fa-a6cb-855fa940999f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np  # 导入NumPy库用于数组操作\n",
    "import matplotlib.pyplot as plt  # 导入Matplotlib库用于绘图\n",
    "from sympy.abc import a, b  # 从SymPy库中导入符号变量a和b\n",
    "from sympy import *  # 导入SymPy库的所有功能"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9052d50f-1a8c-4412-8f27-b64c381660b2",
   "metadata": {},
   "source": [
    "## 定义图形装饰函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "dcc7b26f-1bce-405e-acaa-eb324bcfbe75",
   "metadata": {},
   "outputs": [],
   "source": [
    "def fig_decor(ax):  # 定义图形装饰函数，用于设置图形样式\n",
    "    plt.xlabel('$x$ (number of chickens)')  # 设置x轴标签为鸡的数量\n",
    "    plt.ylabel('$y$ (number of rabbits)')  # 设置y轴标签为兔的数量\n",
    "    plt.axis('scaled')  # 设置坐标轴比例相同\n",
    "    ax.set_xlim([0, 120])  # 设置x轴范围为[0, 120]\n",
    "    ax.set_ylim([0, 80])  # 设置y轴范围为[0, 80]\n",
    "    plt.xticks(np.arange(0, 120 + 1, step=10))  # 设置x轴刻度，每10为一档\n",
    "    plt.yticks(np.arange(0, 80 + 1, step=10))  # 设置y轴刻度，每10为一档\n",
    "    plt.minorticks_on()  # 开启次级刻度\n",
    "    ax.grid(which='minor', linestyle=':', linewidth='0.5', color=[0.8, 0.8, 0.8])  # 设置次级网格线样式\n",
    "    ax.spines['top'].set_visible(False)  # 隐藏上边框\n",
    "    ax.spines['right'].set_visible(False)  # 隐藏右边框\n",
    "    ax.spines['bottom'].set_visible(False)  # 隐藏下边框\n",
    "    ax.spines['left'].set_visible(False)  # 隐藏左边框\n",
    "    ax.grid(linestyle='--', linewidth=0.25, color=[0.5, 0.5, 0.5])  # 设置主网格线样式"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d1b10c5-4adb-4861-bb3a-1e18bc6a9fa9",
   "metadata": {},
   "source": [
    "## 定义鸡和兔的数量数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "454fad6f-f28f-404b-90c7-58f3d0b7c75d",
   "metadata": {},
   "outputs": [],
   "source": [
    "num_chickens = np.array([32, 110, 71, 79, 45, 20, 56, 55, 87, 68, 87, 63, 31, 88])  # 鸡的数量数据\n",
    "num_rabbits = np.array([22, 53, 39, 40, 25, 15, 34, 34, 52, 41, 43, 33, 24, 52])  # 兔的数量数据"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "efeb3acb-b2a3-41f9-aa07-a59fb056ac27",
   "metadata": {},
   "source": [
    "## 生成平方误差(SSE)的符号化表达式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "97130412-1a1e-4d62-a787-40f3cf333dd9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "65428*a**2 + 1784*a*b - 72228*a + 14*b**2 - 1014*b + 20179\n"
     ]
    }
   ],
   "source": [
    "y_pred = a * num_chickens + b  # 定义线性模型的预测值\n",
    "f_ab_SSE = np.sum((num_rabbits - y_pred)**2)  # 计算平方误差(SSE)\n",
    "f_ab_SSE = simplify(f_ab_SSE)  # 简化平方误差的符号表达式\n",
    "print(f_ab_SSE)  # 打印简化后的平方误差表达式"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6905e431-b6da-4fd5-8b9e-339c815a3fb5",
   "metadata": {},
   "source": [
    "## 绘制平方误差关于参数a和b的关系图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7d92089e-f2a3-40a9-968d-b262449185b9",
   "metadata": {},
   "outputs": [],
   "source": [
    "a_array = np.linspace(0, 0.9, 40)  # 创建参数a的取值范围\n",
    "b_array = np.linspace(-20, 36, 40)  # 创建参数b的取值范围\n",
    "aa, bb = np.meshgrid(a_array, b_array)  # 创建参数a和b的网格\n",
    "f_ab_SSE_fcn = lambdify((a, b), f_ab_SSE)  # 将平方误差表达式转换为可执行函数\n",
    "SSE_matrix = f_ab_SSE_fcn(aa, bb)  # 计算网格上每个点的平方误差"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a09c3a20-a924-4bea-b161-510e85e8ea7a",
   "metadata": {},
   "source": [
    "## 计算平方误差的一阶偏导数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f6294597-4d9a-4193-b2cd-c99b0d5d96c8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "130856*a + 1784*b - 72228\n"
     ]
    }
   ],
   "source": [
    "df_da_SSE = diff(f_ab_SSE, a)  # 计算平方误差对a的偏导数\n",
    "print(df_da_SSE)  # 打印平方误差对a的偏导数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1fbece0e-7e21-42a8-a7fc-c7f604c4fcc4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1784*a + 28*b - 1014\n"
     ]
    }
   ],
   "source": [
    "df_db_SSE = diff(f_ab_SSE, b)  # 计算平方误差对b的偏导数\n",
    "print(df_db_SSE)  # 打印平方误差对b的偏导数"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb26a2e1-f498-4fb3-98f0-37bb613d6de4",
   "metadata": {},
   "source": [
    "## 求解偏导数为零的解，确定参数a和b的最优值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "745a4c53-cf5e-49d8-85ae-aed332700ae7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{a: 513/1157, b: 18429/2314}\n"
     ]
    }
   ],
   "source": [
    "sol = solve([df_da_SSE, df_db_SSE], [a, b])  # 求解偏导数方程，得到a和b的最优解\n",
    "print(sol)  # 打印求解结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "86ee68aa-5f02-4ee1-b5f1-a20366ee0d33",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.443388072601556\n",
      "7.96413137424373\n"
     ]
    }
   ],
   "source": [
    "a_star = sol[a]  # 获取最优参数a\n",
    "b_star = sol[b]  # 获取最优参数b\n",
    "a_star = a_star.evalf()  # 计算a的数值解\n",
    "b_star = b_star.evalf()  # 计算b的数值解\n",
    "print(a_star)  # 打印最优参数a\n",
    "print(b_star)  # 打印最优参数b"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d784fc7-bb49-4265-8ce1-f48c639fb29a",
   "metadata": {},
   "source": [
    "## 计算最小平方误差并输出"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d0019dcb-2e11-49b3-a250-f1e44b9c2bca",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "128.668539325841\n"
     ]
    }
   ],
   "source": [
    "SSE_min = f_ab_SSE_fcn(a_star, b_star)  # 计算最小平方误差\n",
    "print(SSE_min)  # 打印最小平方误差"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71f44ed0-2e3c-4981-a6c5-2b78b9143439",
   "metadata": {},
   "source": [
    "## 绘制平方误差的三维关系图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "1e2168f6-a00b-47bf-93c1-b65f4305b044",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(subplot_kw={'projection': '3d'})  # 创建一个3D子图\n",
    "ax.plot_wireframe(aa, bb, SSE_matrix, color=[0.5, 0.5, 0.5], linewidth=0.25)  # 绘制误差表面的网格线\n",
    "plt.plot(a_star, b_star, SSE_min, marker='x', markersize=12)  # 绘制最优解点\n",
    "colorbar = ax.contour(aa, bb, SSE_matrix, 30, cmap='RdYlBu_r')  # 绘制等高线\n",
    "fig.colorbar(colorbar, ax=ax)  # 添加颜色条表示误差大小\n",
    "ax.set_proj_type('ortho')  # 设置为正交投影\n",
    "ax.set_xlabel('$a$, slope')  # 设置x轴标签\n",
    "ax.set_ylabel('$b$, intercept')  # 设置y轴标签\n",
    "ax.set_zlabel('$Sum of squared errors')  # 设置z轴标签\n",
    "plt.tight_layout()  # 自动调整布局避免重叠\n",
    "ax.set_xlim(aa.min(), aa.max())  # 设置x轴范围为网格范围\n",
    "ax.set_ylim(bb.min(), bb.max())  # 设置y轴范围为网格范围\n",
    "ax.view_init(azim=-135, elev=30)  # 设置视角角度\n",
    "ax.grid(False)  # 关闭网格\n",
    "plt.show()  # 显示图形"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b1967020-57b0-4824-9e16-08326d14ebcc",
   "metadata": {},
   "source": [
    "## 绘制平方误差的等高线填充图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "1bb358d6-491a-4aad-873c-9da86ed10609",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()  # 创建一个新的子图\n",
    "colorbar = ax.contourf(aa, bb, SSE_matrix, 30, cmap='RdYlBu_r')  # 绘制填充等高线图\n",
    "fig.colorbar(colorbar, ax=ax)  # 添加颜色条\n",
    "plt.plot(a_star, b_star, marker='x', markersize=12)  # 绘制最优解点\n",
    "ax.set_xlim(aa.min(), aa.max())  # 设置x轴范围为网格范围\n",
    "ax.set_ylim(bb.min(), bb.max())  # 设置y轴范围为网格范围\n",
    "ax.set_xlabel('$a$, slope')  # 设置x轴标签\n",
    "ax.set_ylabel('$b$, intercept')  # 设置y轴标签\n",
    "plt.show()  # 显示图形"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "13d11212-35a6-4631-ac65-de548203ee09",
   "metadata": {},
   "outputs": [],
   "source": [
    "## 绘制y = ax + b模型的拟合效果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "964939ef-e415-48a0-84c4-f6df9abe6f4e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_square(x, y1, y2):  # 定义函数绘制预测值和真实值之间的误差矩形\n",
    "    if y2 > y1:  # 如果y2大于y1，则交换两者以确保y1为较小值\n",
    "        temp = y2\n",
    "        y2 = y1\n",
    "        y1 = temp\n",
    "    d = y1 - y2  # 计算误差的高度\n",
    "    plt.fill(np.vstack((x, x + d, x + d, x)),  # 矩形的x坐标\n",
    "             np.vstack((y2, y2, y1, y1)),  # 矩形的y坐标\n",
    "             facecolor='b', edgecolor='none', alpha=0.3)  # 设置矩形的颜色和透明度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "5d863209-7da0-457f-8ab1-41faee509de8",
   "metadata": {},
   "outputs": [],
   "source": [
    "x_array = np.linspace(0, 150, 10)[:, None]  # 生成x的值范围，用于绘制拟合线\n",
    "y_pred = a_star * x_array + b_star  # 根据最优参数计算拟合的y值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "b27f64e8-0cc6-496d-a49f-7ded20acdb2a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()  # 创建一个新的子图\n",
    "plt.plot(x_array, y_pred, color='r')  # 绘制最佳拟合直线\n",
    "plt.scatter(num_chickens, num_rabbits)  # 绘制鸡和兔子数据的散点图\n",
    "num_rabbits_predicted = a_star * num_chickens + b_star  # 计算鸡数量对应的预测兔子数量\n",
    "plt.plot(np.vstack((num_chickens, num_chickens)),  # 绘制从真实值到预测值的连线\n",
    "         np.vstack((num_rabbits, num_rabbits_predicted)),\n",
    "         color=np.array([255, 182, 0]) / 255)  # 设置连线的颜色\n",
    "plt.plot(num_chickens, num_rabbits_predicted,  # 绘制预测值的散点\n",
    "         linestyle='None', marker='x',\n",
    "         markerfacecolor='darkorange', markeredgecolor='darkorange',\n",
    "         markersize=10)\n",
    "\n",
    "for i in range(0, len(num_rabbits_predicted)):  # 遍历每个数据点\n",
    "    plot_square(num_chickens[i], num_rabbits[i], num_rabbits_predicted[i])  # 绘制误差矩形\n",
    "\n",
    "fig_decor(ax)  # 应用图形装饰函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "85a80909-2aac-49ed-bb7a-f8cc6b80ee7d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ecd322f4-f919-4be2-adc3-69d28ef25e69",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
